Feature Screening via Mutual Information Learning Based on Nonparametric Density Estimation

Figure 1

(a) The conditional density of , , and the conditional density of , ; note that is identical to , so we only draw a line. (b) The marginal density of all the predictors. Under our assumption, the marginal densities of are nearly all the same except a small mean difference.

(a)

(b)